GC=F_F Report

Dataset statistics

Number of variables	19
Number of observations	2405
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	359.3 KiB
Average record size in memory	153.0 B

Variable types

DateTime	1
TimeSeries	15
Boolean	1
Numeric	2

Timeseries statistics

Number of series	15
Time series length	2405
Starting point	2010-01-26 00:00:00
Ending point	2019-08-19 00:00:00
Period	1 day, 10 hours and 51 minutes

Alerts

`repaired?` has constant value "False"	Constant
`AD` is highly overall correlated with `EMA` and 7 other fields	High correlation
`ATR` is highly overall correlated with `NATR` and 2 other fields	High correlation
`CMO` is highly overall correlated with `ROC` and 1 other fields	High correlation
`EMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`KAMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`MA` is highly overall correlated with `AD` and 6 other fields	High correlation
`MidPrice` is highly overall correlated with `AD` and 6 other fields	High correlation
`NATR` is highly overall correlated with `ATR` and 1 other fields	High correlation
`OBV` is highly overall correlated with `AD` and 1 other fields	High correlation
`ROC` is highly overall correlated with `CMO` and 1 other fields	High correlation
`TRANGE` is highly overall correlated with `ATR` and 1 other fields	High correlation
`TSF` is highly overall correlated with `AD` and 6 other fields	High correlation
`WILLR` is highly overall correlated with `CMO` and 1 other fields	High correlation
`WMA` is highly overall correlated with `AD` and 6 other fields	High correlation
`close` is highly overall correlated with `AD` and 6 other fields	High correlation
`close` is non stationary	Non stationary
`MA` is non stationary	Non stationary
`EMA` is non stationary	Non stationary
`KAMA` is non stationary	Non stationary
`WMA` is non stationary	Non stationary
`MidPrice` is non stationary	Non stationary
`AD` is non stationary	Non stationary
`OBV` is non stationary	Non stationary
`NATR` is non stationary	Non stationary
`ATR` is non stationary	Non stationary
`TSF` is non stationary	Non stationary
`close` is seasonal	Seasonal
`MA` is seasonal	Seasonal
`EMA` is seasonal	Seasonal
`KAMA` is seasonal	Seasonal
`WMA` is seasonal	Seasonal
`MidPrice` is seasonal	Seasonal
`AD` is seasonal	Seasonal
`OBV` is seasonal	Seasonal
`NATR` is seasonal	Seasonal
`ATR` is seasonal	Seasonal
`Date` has unique values	Unique
`EMA` has unique values	Unique
`KAMA` has unique values	Unique
`NATR` has unique values	Unique
`ATR` has unique values	Unique
`BOP` has 372 (15.5%) zeros	Zeros
`WILLR` has 72 (3.0%) zeros	Zeros

Reproduction

Analysis started	2026-02-02 04:33:30.665956
Analysis finished	2026-02-02 04:33:51.765251
Duration	21.1 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.6 KiB

Minimum	2010-01-26 00:00:00
Maximum	2019-08-19 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	629
Distinct (%)	26.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.6794
Minimum	1051
Maximum	1889
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	1051
5-th percentile	1118.2
Q1	1224
median	1290
Q3	1405
95-th percentile	1720.8
Maximum	1889
Range	838
Interquartile range (IQR)	181

Descriptive statistics

Standard deviation	179.87752
Coefficient of variation (CV)	0.13396908
Kurtosis	0.06445027
Mean	1342.6794
Median Absolute Deviation (MAD)	79
Skewness	0.99319826
Sum	3229144
Variance	32355.923
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2770123027

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
1244	19	0.8%
1286	18	0.7%
1272	17	0.7%
1224	17	0.7%
1324	15	0.6%
1226	15	0.6%
1234	15	0.6%
1266	15	0.6%
1229	14	0.6%
1316	14	0.6%
Other values (619)	2246	93.4%

Value	Count	Frequency (%)
1051	1	< 0.1%
1052	1	< 0.1%
1054	1	< 0.1%
1056	1	< 0.1%
1060	2	0.1%
1062	2	0.1%
1063	1	< 0.1%
1064	1	< 0.1%
1065	1	< 0.1%
1066	3	0.1%

Value	Count	Frequency (%)
1889	1	< 0.1%
1874	1	< 0.1%
1870	1	< 0.1%
1858	1	< 0.1%
1856	1	< 0.1%
1854	1	< 0.1%
1849	1	< 0.1%
1828	1	< 0.1%
1827	2	0.1%
1826	1	< 0.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.1 KiB

False	2405

Value	Count	Frequency (%)
False	2405	100.0%

MA
Numeric time series

High correlation Non stationary Seasonal

Distinct	1848
Distinct (%)	76.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.9374
Minimum	1066.7
Maximum	1838.6
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	1066.7
5-th percentile	1117.54
Q1	1223.7
median	1290.7
Q3	1397.7
95-th percentile	1720.14
Maximum	1838.6
Range	771.9
Interquartile range (IQR)	174

Descriptive statistics

Standard deviation	179.13815
Coefficient of variation (CV)	0.13349218
Kurtosis	0.03241805
Mean	1341.9374
Median Absolute Deviation (MAD)	77.8
Skewness	0.99489693
Sum	3227359.4
Variance	32090.477
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4563569284

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
1298	5	0.2%
1211.2	5	0.2%
1255.5	5	0.2%
1225.2	5	0.2%
1226.9	5	0.2%
1216.1	4	0.2%
1251.9	4	0.2%
1276.9	4	0.2%
1256	4	0.2%
1296.3	4	0.2%
Other values (1838)	2360	98.1%

Value	Count	Frequency (%)
1066.7	1	< 0.1%
1067.3	2	0.1%
1067.4	1	< 0.1%
1068.2	1	< 0.1%
1068.6	1	< 0.1%
1068.8	1	< 0.1%
1068.9	2	0.1%
1069.6	1	< 0.1%
1069.9	1	< 0.1%
1070.3	2	0.1%

Value	Count	Frequency (%)
1838.6	1	< 0.1%
1838.3	1	< 0.1%
1834.7	1	< 0.1%
1833.3	1	< 0.1%
1833.1	1	< 0.1%
1831.9	1	< 0.1%
1823.5	1	< 0.1%
1822.1	1	< 0.1%
1819.8	1	< 0.1%
1817.9	1	< 0.1%

ACF and PACF

EMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.9647
Minimum	1066.7703
Maximum	1835.217
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	1066.7703
5-th percentile	1117.5624
Q1	1223.5239
median	1290.4174
Q3	1397.0766
95-th percentile	1719.1476
Maximum	1835.217
Range	768.44675
Interquartile range (IQR)	173.55264

Descriptive statistics

Standard deviation	178.72787
Coefficient of variation (CV)	0.13318374
Kurtosis	0.010192308
Mean	1341.9647
Median Absolute Deviation (MAD)	76.76396
Skewness	0.99360199
Sum	3227425.1
Variance	31943.652
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3079057431

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
1111.456215	1	< 0.1%
1106.464176	1	< 0.1%
1102.37978	1	< 0.1%
1098.856184	1	< 0.1%
1099.791423	1	< 0.1%
1102.920255	1	< 0.1%
1104.3893	1	< 0.1%
1096.682154	1	< 0.1%
1088.558126	1	< 0.1%
1084.456649	1	< 0.1%
Other values (2395)	2395	99.6%

Value	Count	Frequency (%)
1066.770278	1	< 0.1%
1067.688059	1	< 0.1%
1067.83034	1	< 0.1%
1068.063183	1	< 0.1%
1068.515545	1	< 0.1%
1069.694537	1	< 0.1%
1069.902955	1	< 0.1%
1070.29023	1	< 0.1%
1070.407888	1	< 0.1%
1070.489447	1	< 0.1%

Value	Count	Frequency (%)
1835.217025	1	< 0.1%
1830.632111	1	< 0.1%
1830.598586	1	< 0.1%
1829.971727	1	< 0.1%
1828.885959	1	< 0.1%
1827.931221	1	< 0.1%
1825.398272	1	< 0.1%
1819.633966	1	< 0.1%
1818.582603	1	< 0.1%
1818.245972	1	< 0.1%

ACF and PACF

KAMA
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.8329
Minimum	1071.387
Maximum	1818.3649
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	1071.387
5-th percentile	1112.3884
Q1	1221.3696
median	1292.1151
Q3	1401.4626
95-th percentile	1720.7517
Maximum	1818.3649
Range	746.9779
Interquartile range (IQR)	180.09297

Descriptive statistics

Standard deviation	180.56052
Coefficient of variation (CV)	0.13446238
Kurtosis	-0.019440933
Mean	1342.8329
Median Absolute Deviation (MAD)	78.266263
Skewness	0.98439774
Sum	3229513.2
Variance	32602.101
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.31251251

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
1120.806937	1	< 0.1%
1117.300958	1	< 0.1%
1112.850049	1	< 0.1%
1107.248847	1	< 0.1%
1107.102536	1	< 0.1%
1107.465785	1	< 0.1%
1107.483821	1	< 0.1%
1104.434813	1	< 0.1%
1101.270669	1	< 0.1%
1099.890477	1	< 0.1%
Other values (2395)	2395	99.6%

Value	Count	Frequency (%)
1071.387023	1	< 0.1%
1071.525838	1	< 0.1%
1071.527599	1	< 0.1%
1071.546215	1	< 0.1%
1071.550709	1	< 0.1%
1071.619498	1	< 0.1%
1071.676626	1	< 0.1%
1071.686601	1	< 0.1%
1071.701424	1	< 0.1%
1071.71653	1	< 0.1%

Value	Count	Frequency (%)
1818.364923	1	< 0.1%
1818.334928	1	< 0.1%
1818.205816	1	< 0.1%
1818.11706	1	< 0.1%
1817.077944	1	< 0.1%
1817.034029	1	< 0.1%
1814.081157	1	< 0.1%
1813.991456	1	< 0.1%
1813.74829	1	< 0.1%
1813.694483	1	< 0.1%

ACF and PACF

WMA
Numeric time series

High correlation Non stationary Seasonal

Distinct	2284
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.1776
Minimum	1063.5091
Maximum	1843.3636
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	1063.5091
5-th percentile	1116.3091
Q1	1223.5455
median	1290.2545
Q3	1401.0545
95-th percentile	1719.4655
Maximum	1843.3636
Range	779.85455
Interquartile range (IQR)	177.50909

Descriptive statistics

Standard deviation	179.24437
Coefficient of variation (CV)	0.13354743
Kurtosis	0.03531598
Mean	1342.1776
Median Absolute Deviation (MAD)	77.890909
Skewness	0.9935209
Sum	3227937.1
Variance	32128.544
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2907798004

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
1332.727273	3	0.1%
1301.309091	3	0.1%
1293.672727	3	0.1%
1296.490909	3	0.1%
1200.345455	3	0.1%
1293.581818	3	0.1%
1343.6	3	0.1%
1244.036364	3	0.1%
1249.909091	2	0.1%
1224.254545	2	0.1%
Other values (2274)	2377	98.8%

Value	Count	Frequency (%)
1063.509091	1	< 0.1%
1064.490909	1	< 0.1%
1066.654545	1	< 0.1%
1067.2	1	< 0.1%
1067.509091	1	< 0.1%
1068.236364	1	< 0.1%
1068.454545	1	< 0.1%
1068.618182	1	< 0.1%
1068.909091	1	< 0.1%
1069.618182	1	< 0.1%

Value	Count	Frequency (%)
1843.363636	1	< 0.1%
1839.163636	1	< 0.1%
1837.763636	1	< 0.1%
1837.454545	1	< 0.1%
1835.109091	1	< 0.1%
1830.8	1	< 0.1%
1830.090909	1	< 0.1%
1824.145455	1	< 0.1%
1823.363636	1	< 0.1%
1821.672727	1	< 0.1%

ACF and PACF

MidPrice
Numeric time series

High correlation Non stationary Seasonal

Distinct	792
Distinct (%)	32.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.4663
Minimum	1064.5
Maximum	1852.5
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	1064.5
5-th percentile	1119.5
Q1	1223
median	1292
Q3	1398
95-th percentile	1716.3
Maximum	1852.5
Range	788
Interquartile range (IQR)	175

Descriptive statistics

Standard deviation	178.10345
Coefficient of variation (CV)	0.13276774
Kurtosis	0.03804421
Mean	1341.4663
Median Absolute Deviation (MAD)	79.5
Skewness	0.9916856
Sum	3226226.5
Variance	31720.84
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2783140771

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
1240	22	0.9%
1202.5	17	0.7%
1276	16	0.7%
1295.5	13	0.5%
1284.5	13	0.5%
1276.5	12	0.5%
1201	12	0.5%
1271	12	0.5%
1323	12	0.5%
1284	11	0.5%
Other values (782)	2265	94.2%

Value	Count	Frequency (%)
1064.5	1	< 0.1%
1066	2	0.1%
1066.5	1	< 0.1%
1067	1	< 0.1%
1067.5	9	0.4%
1068	3	0.1%
1069.5	1	< 0.1%
1071.5	2	0.1%
1074.5	4	0.2%
1076	1	< 0.1%

Value	Count	Frequency (%)
1852.5	1	< 0.1%
1847.5	2	0.1%
1844	1	< 0.1%
1840	3	0.1%
1824.5	2	0.1%
1816.5	2	0.1%
1809.5	3	0.1%
1808	7	0.3%
1807.5	1	< 0.1%
1806	1	< 0.1%

ACF and PACF

BOP
Real number (ℝ)

Zeros

Distinct	471
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0028300267

Minimum	-2.6666667
Maximum	2.6666667
Zeros	372
Zeros (%)	15.5%
Negative	1026
Negative (%)	42.7%
Memory size	37.6 KiB

Quantile statistics

Minimum	-2.6666667
5-th percentile	-1
Q1	-0.5
median	0
Q3	0.5
95-th percentile	0.9952381
Maximum	2.6666667
Range	5.3333333
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.60190693
Coefficient of variation (CV)	-212.68595
Kurtosis	-0.68445918
Mean	-0.0028300267
Median Absolute Deviation (MAD)	0.5
Skewness	0.03727307
Sum	-6.8062143
Variance	0.36229195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	372	15.5%
-1	123	5.1%
1	114	4.7%
-0.5	57	2.4%
0.5	49	2.0%
0.3333333333	43	1.8%
-0.6666666667	36	1.5%
-0.25	28	1.2%
-0.3333333333	27	1.1%
0.75	26	1.1%
Other values (461)	1530	63.6%

Value	Count	Frequency (%)
-2.666666667	1	< 0.1%
-1.666666667	1	< 0.1%
-1.258064516	1	< 0.1%
-1.111111111	1	< 0.1%
-1	123	5.1%
-0.9801980198	1	< 0.1%
-0.9777777778	1	< 0.1%
-0.9714285714	1	< 0.1%
-0.96875	1	< 0.1%
-0.9677419355	1	< 0.1%

Value	Count	Frequency (%)
2.666666667	1	< 0.1%
2.333333333	1	< 0.1%
2	1	< 0.1%
1.611111111	1	< 0.1%
1.25	1	< 0.1%
1.153846154	1	< 0.1%
1.111111111	1	< 0.1%
1	114	4.7%
0.9761904762	1	< 0.1%
0.9655172414	2	0.1%

CMO
Numeric time series

High correlation

Distinct	2368
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.5292575
Minimum	-73.449264
Maximum	79.937435
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	-73.449264
5-th percentile	-48.315512
Q1	-17.703676
median	2.0789897
Q3	23.815716
95-th percentile	52.68091
Maximum	79.937435
Range	153.3867
Interquartile range (IQR)	41.519392

Descriptive statistics

Standard deviation	29.933809
Coefficient of variation (CV)	11.835018
Kurtosis	-0.49448745
Mean	2.5292575
Median Absolute Deviation (MAD)	20.768528
Skewness	0.0032851614
Sum	6082.8643
Variance	896.0329
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	7.300576325 × 10^-18

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
-32.50231493	3	0.1%
22.43149374	2	0.1%
29.26907093	2	0.1%
-20.67447088	2	0.1%
-56.01187919	2	0.1%
-48.77180579	2	0.1%
31.23933403	2	0.1%
38.5318942	2	0.1%
29.88479246	2	0.1%
44.91610403	2	0.1%
Other values (2358)	2384	99.1%

Value	Count	Frequency (%)
-73.44926429	1	< 0.1%
-71.06381766	1	< 0.1%
-69.35599862	1	< 0.1%
-68.30981761	1	< 0.1%
-68.10052455	1	< 0.1%
-66.97580685	1	< 0.1%
-66.68021427	1	< 0.1%
-66.56746005	1	< 0.1%
-66.56378251	1	< 0.1%
-66.3298089	1	< 0.1%

Value	Count	Frequency (%)
79.93743455	1	< 0.1%
78.19099412	1	< 0.1%
77.65123805	1	< 0.1%
76.67161399	1	< 0.1%
76.41438453	1	< 0.1%
76.36510194	1	< 0.1%
73.52645692	1	< 0.1%
71.9551403	1	< 0.1%
71.67702329	1	< 0.1%
71.28507784	1	< 0.1%

ACF and PACF

MFI
Numeric time series

Distinct	2403
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.530387
Minimum	-1.0957529 × 10^-14
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	-1.0957529 × 10^-14
5-th percentile	1.5576453
Q1	23.992965
median	45.048832
Q3	71.247707
95-th percentile	98.824987
Maximum	100
Range	100
Interquartile range (IQR)	47.254742

Descriptive statistics

Standard deviation	30.042472
Coefficient of variation (CV)	0.63206873
Kurtosis	-1.0584773
Mean	47.530387
Median Absolute Deviation (MAD)	22.981241
Skewness	0.15245248
Sum	114310.58
Variance	902.55011
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.219512117 × 10^-13

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
76.57870348	2	0.1%
31.63701605	2	0.1%
74.0831651	1	< 0.1%
74.33409418	1	< 0.1%
74.36272185	1	< 0.1%
74.53381271	1	< 0.1%
74.63633065	1	< 0.1%
74.56360044	1	< 0.1%
74.60681869	1	< 0.1%
74.66214754	1	< 0.1%
Other values (2393)	2393	99.5%

Value	Count	Frequency (%)
-1.095752886 × 10^-14	1	< 0.1%
-8.810004099 × 10^-15	1	< 0.1%
0.01978966756	1	< 0.1%
0.02009661911	1	< 0.1%
0.02197041636	1	< 0.1%
0.02200885203	1	< 0.1%
0.02239433417	1	< 0.1%
0.02248896366	1	< 0.1%
0.02415276444	1	< 0.1%
0.03544198864	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
100	1	< 0.1%
100	1	< 0.1%
99.99640061	1	< 0.1%
99.99599886	1	< 0.1%
99.99479257	1	< 0.1%
99.99478022	1	< 0.1%
99.99477381	1	< 0.1%
99.9947574	1	< 0.1%
99.99469654	1	< 0.1%

ACF and PACF

ROC
Numeric time series

High correlation

Distinct	2304
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1692349
Minimum	-14.9375
Maximum	12.128563
Zeros	21
Zeros (%)	0.9%
Memory size	37.6 KiB

Quantile statistics

Minimum	-14.9375
5-th percentile	-4.8924753
Q1	-1.6491754
median	0.23023791
Q3	2.1194605
95-th percentile	5.0326816
Maximum	12.128563
Range	27.066063
Interquartile range (IQR)	3.7686359

Descriptive statistics

Standard deviation	3.0856306
Coefficient of variation (CV)	18.232827
Kurtosis	1.2548739
Mean	0.1692349
Median Absolute Deviation (MAD)	1.8818896
Skewness	-0.28562723
Sum	407.00992
Variance	9.521116
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.223008783 × 10^-16

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
0	21	0.9%
-3.863987635	3	0.1%
-2.702702703	3	0.1%
-1.604278075	3	0.1%
-1.89107413	2	0.1%
1.173512154	2	0.1%
0.4555808656	2	0.1%
-4.163197336	2	0.1%
-1.963864886	2	0.1%
2.573529412	2	0.1%
Other values (2294)	2363	98.3%

Value	Count	Frequency (%)
-14.9375	1	< 0.1%
-12.11901306	1	< 0.1%
-12.0441989	1	< 0.1%
-11.93650794	1	< 0.1%
-11.7519827	1	< 0.1%
-11.74568966	1	< 0.1%
-11.63793103	1	< 0.1%
-11.42857143	1	< 0.1%
-11.40350877	1	< 0.1%
-11.16015132	1	< 0.1%

Value	Count	Frequency (%)
12.12856277	1	< 0.1%
11.82795699	1	< 0.1%
11.02150538	1	< 0.1%
10.46783626	1	< 0.1%
10.27863777	1	< 0.1%
9.842995169	1	< 0.1%
9.429280397	1	< 0.1%
8.526187576	1	< 0.1%
8.462013589	1	< 0.1%
8.43149411	1	< 0.1%

ACF and PACF

WILLR
Numeric time series

High correlation Zeros

Distinct	1451
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-47.655748
Minimum	-100
Maximum	8.6614173
Zeros	72
Zeros (%)	3.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	-100
5-th percentile	-96.363636
Q1	-77.358491
median	-46.511628
Q3	-16.513761
95-th percentile	-2
Maximum	8.6614173
Range	108.66142
Interquartile range (IQR)	60.844729

Descriptive statistics

Standard deviation	32.124163
Coefficient of variation (CV)	-0.67408789
Kurtosis	-1.3835696
Mean	-47.655748
Median Absolute Deviation (MAD)	30.411449
Skewness	-0.073122904
Sum	-114612.07
Variance	1031.9618
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	6.844040262 × 10^-24

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
-0	72	3.0%
-100	51	2.1%
-50	12	0.5%
-15.38461538	11	0.5%
-10	11	0.5%
-75	10	0.4%
-20	8	0.3%
-80	8	0.3%
-84.61538462	8	0.3%
-60	8	0.3%
Other values (1441)	2206	91.7%

Value	Count	Frequency (%)
-100	1	< 0.1%
-100	51	2.1%
-100	1	< 0.1%
-99.46524064	1	< 0.1%
-99.29577465	1	< 0.1%
-99.27536232	1	< 0.1%
-99.10714286	1	< 0.1%
-99.08256881	1	< 0.1%
-98.98989899	1	< 0.1%
-98.95287958	1	< 0.1%

Value	Count	Frequency (%)
8.661417323	1	< 0.1%
2	1	< 0.1%
-0	72	3.0%
-0.8695652174	1	< 0.1%
-0.9174311927	1	< 0.1%
-0.9433962264	2	0.1%
-0.9708737864	1	< 0.1%
-1.01010101	1	< 0.1%
-1.098901099	2	0.1%
-1.123595506	2	0.1%

ACF and PACF

AD
Numeric time series

High correlation Non stationary Seasonal

Distinct	2145
Distinct (%)	89.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-110035.74
Minimum	-858702.76
Maximum	1008908.6
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	-858702.76
5-th percentile	-671567.76
Q1	-367266.89
median	-124241.89
Q3	93802.548
95-th percentile	508949.54
Maximum	1008908.6
Range	1867611.4
Interquartile range (IQR)	461069.44

Descriptive statistics

Standard deviation	378988.72
Coefficient of variation (CV)	-3.4442329
Kurtosis	0.076180596
Mean	-110035.74
Median Absolute Deviation (MAD)	230350.63
Skewness	0.28854169
Sum	-2.6463596 × 10⁸
Variance	1.4363245 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.351338046

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
-166.2568163	9	0.4%
-151098.9326	6	0.2%
-17079.08558	5	0.2%
3030.572525	5	0.2%
-124733.7107	5	0.2%
-125267.632	5	0.2%
-366999.7369	5	0.2%
3997.610082	4	0.2%
-130506.8184	4	0.2%
72236.94594	4	0.2%
Other values (2135)	2353	97.8%

Value	Count	Frequency (%)
-858702.7621	1	< 0.1%
-856110.0533	1	< 0.1%
-854953.4091	1	< 0.1%
-854829.527	1	< 0.1%
-854483.0533	1	< 0.1%
-854343.0984	1	< 0.1%
-854301.92	1	< 0.1%
-854124.5428	1	< 0.1%
-853909.6017	1	< 0.1%
-853587.2171	1	< 0.1%

Value	Count	Frequency (%)
1008908.594	1	< 0.1%
1008678.26	1	< 0.1%
1008540.46	1	< 0.1%
1008521.26	1	< 0.1%
1008483.645	1	< 0.1%
1008226.731	1	< 0.1%
1008163.302	1	< 0.1%
1008119.717	1	< 0.1%
1008119.127	1	< 0.1%
1008110.717	1	< 0.1%

ACF and PACF

OBV
Numeric time series

High correlation Non stationary Seasonal

Distinct	2215
Distinct (%)	92.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-840302.08
Minimum	-2508726
Maximum	338110
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	-2508726
5-th percentile	-2230157.4
Q1	-1514641
median	-669296
Q3	-97012
95-th percentile	302532.4
Maximum	338110
Range	2846836
Interquartile range (IQR)	1417629

Descriptive statistics

Standard deviation	824435.69
Coefficient of variation (CV)	-0.98111823
Kurtosis	-1.2163824
Mean	-840302.08
Median Absolute Deviation (MAD)	683269
Skewness	-0.34466162
Sum	-2.0209265 × 10⁹
Variance	6.796942 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.7827156457

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
-2485830	6	0.2%
-2230427	4	0.2%
-2170443	3	0.1%
-1937154	3	0.1%
-2170477	3	0.1%
-151044	3	0.1%
-1294500	3	0.1%
-449073	3	0.1%
-2507404	3	0.1%
-1661725	3	0.1%
Other values (2205)	2371	98.6%

Value	Count	Frequency (%)
-2508726	1	< 0.1%
-2508717	1	< 0.1%
-2508613	1	< 0.1%
-2508510	1	< 0.1%
-2508476	1	< 0.1%
-2508389	1	< 0.1%
-2508209	1	< 0.1%
-2508014	1	< 0.1%
-2507938	1	< 0.1%
-2507639	1	< 0.1%

Value	Count	Frequency (%)
338110	1	< 0.1%
338107	1	< 0.1%
338081	1	< 0.1%
338038	1	< 0.1%
338026	1	< 0.1%
337971	1	< 0.1%
337932	1	< 0.1%
337925	1	< 0.1%
337914	1	< 0.1%
337904	1	< 0.1%

ACF and PACF

NATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.1826772
Minimum	0.51060091
Maximum	3.3357371
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	0.51060091
5-th percentile	0.65749836
Q1	0.87590545
median	1.1236643
Q3	1.3836067
95-th percentile	1.9376016
Maximum	3.3357371
Range	2.8251362
Interquartile range (IQR)	0.50770121

Descriptive statistics

Standard deviation	0.41739218
Coefficient of variation (CV)	0.35292147
Kurtosis	2.4726575
Mean	1.1826772
Median Absolute Deviation (MAD)	0.25338117
Skewness	1.2744234
Sum	2844.3387
Variance	0.17421623
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.0007067519461

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
1.463235567	1	< 0.1%
1.468517692	1	< 0.1%
1.515178658	1	< 0.1%
1.520373146	1	< 0.1%
1.579020026	1	< 0.1%
1.564272632	1	< 0.1%
1.563250797	1	< 0.1%
1.868309877	1	< 0.1%
1.907515356	1	< 0.1%
1.888714822	1	< 0.1%
Other values (2395)	2395	99.6%

Value	Count	Frequency (%)
0.510600905	1	< 0.1%
0.5170003405	1	< 0.1%
0.5218903201	1	< 0.1%
0.5244119608	1	< 0.1%
0.5407120629	1	< 0.1%
0.5439305667	1	< 0.1%
0.549619096	1	< 0.1%
0.5517359146	1	< 0.1%
0.5535444927	1	< 0.1%
0.5652396346	1	< 0.1%

Value	Count	Frequency (%)
3.335737085	1	< 0.1%
3.302605118	1	< 0.1%
3.14865823	1	< 0.1%
3.137544804	1	< 0.1%
3.13001862	1	< 0.1%
3.053400677	1	< 0.1%
3.031544584	1	< 0.1%
3.021832823	1	< 0.1%
2.93065601	1	< 0.1%
2.888209202	1	< 0.1%

ACF and PACF

ATR
Numeric time series

High correlation Non stationary Seasonal Unique

Distinct	2405
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.064033
Minimum	6.5407976
Maximum	54.526011
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	6.5407976
5-th percentile	8.3268852
Q1	11.334906
median	14.813015
Q3	18.405133
95-th percentile	29.462929
Maximum	54.526011
Range	47.985213
Interquartile range (IQR)	7.0702272

Descriptive statistics

Standard deviation	6.9515682
Coefficient of variation (CV)	0.43274116
Kurtosis	5.2529758
Mean	16.064033
Median Absolute Deviation (MAD)	3.4977998
Skewness	1.8973854
Sum	38633.999
Variance	48.324301
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.004378361206

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
16.06632653	1	< 0.1%
15.91873178	1	< 0.1%
16.42453665	1	< 0.1%
16.46564118	1	< 0.1%
17.43238109	1	< 0.1%
17.4729253	1	< 0.1%
17.36771635	1	< 0.1%
19.8414509	1	< 0.1%
20.06706155	1	< 0.1%
20.13370001	1	< 0.1%
Other values (2395)	2395	99.6%

Value	Count	Frequency (%)
6.540797593	1	< 0.1%
6.633114369	1	< 0.1%
6.659320485	1	< 0.1%
6.68100838	1	< 0.1%
6.777554556	1	< 0.1%
6.837366445	1	< 0.1%
6.953557129	1	< 0.1%
6.989507781	1	< 0.1%
7.041085948	1	< 0.1%
7.055625402	1	< 0.1%

Value	Count	Frequency (%)
54.5260105	1	< 0.1%
53.10493439	1	< 0.1%
50.85083042	1	< 0.1%
50.70272404	1	< 0.1%
50.58110089	1	< 0.1%
50.0757711	1	< 0.1%
49.49762165	1	< 0.1%
49.11102226	1	< 0.1%
48.53166352	1	< 0.1%
48.0831517	1	< 0.1%

ACF and PACF

TRANGE
Real number (ℝ)

High correlation

Distinct	77
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.079834

Minimum	0
Maximum	163
Zeros	7
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	8
median	13
Q3	20
95-th percentile	38
Maximum	163
Range	163
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	12.495102
Coefficient of variation (CV)	0.7770666
Kurtosis	17.979454
Mean	16.079834
Median Absolute Deviation (MAD)	6
Skewness	3.0329666
Sum	38672
Variance	156.12757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	132	5.5%
10	132	5.5%
11	130	5.4%
9	125	5.2%
12	123	5.1%
5	111	4.6%
7	109	4.5%
14	108	4.5%
6	104	4.3%
13	100	4.2%
Other values (67)	1231	51.2%

Value	Count	Frequency (%)
0	7	0.3%
1	24	1.0%
2	32	1.3%
3	46	1.9%
4	67	2.8%
5	111	4.6%
6	104	4.3%
7	109	4.5%
8	132	5.5%
9	125	5.2%

Value	Count	Frequency (%)
163	1	< 0.1%
121	1	< 0.1%
105	1	< 0.1%
103	1	< 0.1%
102	1	< 0.1%
100	1	< 0.1%
99	1	< 0.1%
94	1	< 0.1%
84	3	0.1%
81	3	0.1%

TSF
Numeric time series

High correlation Non stationary

Distinct	2364
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.7808
Minimum	1056.6923
Maximum	1888.4725
Zeros	0
Zeros (%)	0.0%
Memory size	37.6 KiB

Quantile statistics

Minimum	1056.6923
5-th percentile	1119.7077
Q1	1220.6484
median	1291.5385
Q3	1406.7582
95-th percentile	1720.7121
Maximum	1888.4725
Range	831.78022
Interquartile range (IQR)	186.10989

Descriptive statistics

Standard deviation	181.1679
Coefficient of variation (CV)	0.13491994
Kurtosis	0.10904671
Mean	1342.7808
Median Absolute Deviation (MAD)	81.802198
Skewness	0.99088528
Sum	3229387.8
Variance	32821.808
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3959987156

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	499
min	3 days
max	5 days
mean	3 days, 3 hours and 13 minutes
std	8 hours, 19 minutes and 51.76 seconds

Value	Count	Frequency (%)
1246.692308	2	0.1%
1673.098901	2	0.1%
1318.626374	2	0.1%
1339.637363	2	0.1%
1341.593407	2	0.1%
1220.318681	2	0.1%
1286.604396	2	0.1%
1244.725275	2	0.1%
1283.681319	2	0.1%
1193.703297	2	0.1%
Other values (2354)	2385	99.2%

Value	Count	Frequency (%)
1056.692308	1	< 0.1%
1057.340659	1	< 0.1%
1058.032967	1	< 0.1%
1058.186813	1	< 0.1%
1058.516484	1	< 0.1%
1059.208791	1	< 0.1%
1060.593407	1	< 0.1%
1061.241758	1	< 0.1%
1061.252747	1	< 0.1%
1061.428571	1	< 0.1%

Value	Count	Frequency (%)
1888.472527	1	< 0.1%
1875.351648	1	< 0.1%
1864.21978	1	< 0.1%
1863.461538	1	< 0.1%
1855.868132	1	< 0.1%
1852.934066	1	< 0.1%
1850.285714	1	< 0.1%
1848.923077	1	< 0.1%
1839.494505	1	< 0.1%
1838.362637	1	< 0.1%

ACF and PACF

	AD	ATR	BOP	CMO	EMA	KAMA	MA	MFI	MidPrice	NATR	OBV	ROC	TRANGE	TSF	WILLR	WMA	close
AD	1.000	0.394	0.036	0.085	0.707	0.707	0.704	0.120	0.700	0.149	0.511	0.045	0.227	0.698	0.102	0.705	0.704
ATR	0.394	1.000	0.017	0.003	0.441	0.444	0.442	0.106	0.440	0.926	0.597	0.001	0.577	0.434	0.006	0.440	0.434
BOP	0.036	0.017	1.000	0.330	0.025	0.023	0.018	0.067	0.020	-0.009	0.047	0.257	0.023	0.037	0.390	0.026	0.081
CMO	0.085	0.003	0.330	1.000	0.089	0.077	0.073	0.392	0.070	-0.065	0.068	0.868	0.040	0.191	0.912	0.113	0.204
EMA	0.707	0.441	0.025	0.089	1.000	0.998	0.999	0.092	0.998	0.116	0.368	0.045	0.252	0.988	0.047	0.999	0.989
KAMA	0.707	0.444	0.023	0.077	0.998	1.000	0.997	0.086	0.996	0.120	0.377	0.035	0.253	0.985	0.034	0.997	0.986
MA	0.704	0.442	0.018	0.073	0.999	0.997	1.000	0.091	0.999	0.118	0.367	0.027	0.252	0.986	0.028	0.998	0.984
MFI	0.120	0.106	0.067	0.392	0.092	0.086	0.091	1.000	0.087	0.064	0.148	0.312	0.077	0.147	0.333	0.106	0.133
MidPrice	0.700	0.440	0.020	0.070	0.998	0.996	0.999	0.087	1.000	0.116	0.362	0.018	0.251	0.983	0.020	0.997	0.984
NATR	0.149	0.926	-0.009	-0.065	0.116	0.120	0.118	0.064	0.116	1.000	0.497	-0.047	0.546	0.107	-0.054	0.114	0.106
OBV	0.511	0.597	0.047	0.068	0.368	0.377	0.367	0.148	0.362	0.497	1.000	0.036	0.308	0.363	0.082	0.367	0.367
ROC	0.045	0.001	0.257	0.868	0.045	0.035	0.027	0.312	0.018	-0.047	0.036	1.000	0.036	0.156	0.869	0.070	0.152
TRANGE	0.227	0.577	0.023	0.040	0.252	0.253	0.252	0.077	0.251	0.546	0.308	0.036	1.000	0.253	0.021	0.253	0.251
TSF	0.698	0.434	0.037	0.191	0.988	0.985	0.986	0.147	0.983	0.107	0.363	0.156	0.253	1.000	0.142	0.993	0.992
WILLR	0.102	0.006	0.390	0.912	0.047	0.034	0.028	0.333	0.020	-0.054	0.082	0.869	0.021	0.142	1.000	0.067	0.164
WMA	0.705	0.440	0.026	0.113	0.999	0.997	0.998	0.106	0.997	0.114	0.367	0.070	0.253	0.993	0.067	1.000	0.991
close	0.704	0.434	0.081	0.204	0.989	0.986	0.984	0.133	0.984	0.106	0.367	0.152	0.251	0.992	0.164	0.991	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2010-01-26	2010-01-26	1098	False	1117.5	1111.456215	1120.806937	1108.909091	1120.0	0.000000	-14.512430	64.344824	-4.604692	-80.769231	533.647374	609.0	1.463236	16.066327	3.0	1094.527473
2010-01-27	2010-01-27	1084	False	1113.0	1106.464176	1117.300958	1102.818182	1114.5	0.000000	-25.772877	0.175892	-3.985828	-98.717949	533.647374	-206085.0	1.468518	15.918732	14.0	1085.307692
2010-01-28	2010-01-28	1084	False	1107.8	1102.379780	1112.850049	1097.545455	1109.5	-0.173913	-25.772877	32.909960	-4.577465	-87.500000	-3864.961322	-206085.0	1.515179	16.424537	23.0	1077.274725
2010-01-29	2010-01-29	1083	False	1101.8	1098.856184	1107.248847	1093.036364	1106.5	-0.117647	-26.625165	31.721390	-5.249344	-88.636364	-3191.078969	-217541.0	1.520373	16.465641	17.0	1071.450549
2010-02-01	2010-02-01	1104	False	1099.2	1099.791423	1107.102536	1093.436364	1106.5	0.766667	0.131374	32.206771	-2.300885	-63.095238	-1229.478969	-215089.0	1.579020	17.432381	30.0	1075.725275
2010-02-02	2010-02-02	1117	False	1096.9	1102.920255	1107.465785	1096.672727	1103.0	0.000000	12.804546	32.922147	-2.017544	-39.726027	1726.965476	-211763.0	1.564273	17.472925	18.0	1081.395604
2010-02-03	2010-02-03	1111	False	1096.8	1104.389300	1107.483821	1099.236364	1099.0	-0.312500	5.912192	33.108526	-0.089928	-47.945205	1087.215476	-212616.0	1.563251	17.367716	16.0	1086.978022
2010-02-04	2010-02-04	1062	False	1092.7	1096.682154	1104.434813	1092.909091	1092.0	-0.923077	-31.864099	32.947987	-3.717135	-96.296296	-174.246063	-214042.0	1.868310	19.841451	52.0	1080.615385
2010-02-05	2010-02-05	1052	False	1089.0	1088.558126	1101.270669	1085.509091	1085.0	0.000000	-36.962497	32.762926	-3.397612	-92.631579	-939.637367	-215998.0	1.907515	20.067062	23.0	1071.780220
2010-02-08	2010-02-08	1066	False	1086.1	1084.456649	1099.890477	1081.327273	1085.0	0.000000	-22.682565	32.868277	-2.648402	-76.136364	-1089.364640	-215449.0	1.888715	20.133700	21.0	1071.274725

	Date	close	repaired?	MA	EMA	KAMA	WMA	MidPrice	BOP	CMO	MFI	ROC	WILLR	AD	OBV	NATR	ATR	TRANGE	TSF
2019-08-06	2019-08-06	1472	False	1433.5	1439.868064	1432.069059	1442.018182	1438.0	0.117647	57.810153	98.132628	3.661972	-4.054054	77865.538041	-1684836.0	1.151405	16.948678	17.0	1452.197802
2019-08-07	2019-08-07	1507	False	1441.9	1452.073871	1449.769014	1455.381818	1455.5	0.891892	70.935371	98.137480	5.903022	-2.752294	78555.916419	-1684012.0	1.224442	18.452344	38.0	1473.131868
2019-08-08	2019-08-08	1498	False	1450.3	1460.424076	1461.161988	1465.581818	1455.5	0.000000	56.981963	98.139682	5.940594	-11.009174	78464.166419	-1684379.0	1.220105	18.277176	16.0	1488.648352
2019-08-09	2019-08-09	1497	False	1458.2	1467.074244	1469.115583	1474.072727	1455.5	-0.750000	55.415723	98.140471	5.571227	-11.926606	78402.499752	-1684453.0	1.190969	17.828806	12.0	1501.472527
2019-08-12	2019-08-12	1505	False	1466.7	1473.969836	1477.405291	1482.581818	1458.0	0.333333	59.047633	98.143691	5.985915	-8.771930	78469.129382	-1684196.0	1.228166	18.483892	27.0	1513.329670
2019-08-13	2019-08-13	1502	False	1473.9	1479.066230	1482.129344	1489.000000	1466.0	-0.170213	53.826402	98.147837	5.034965	-22.307692	78311.852786	-1684868.0	1.366229	20.520757	47.0	1522.054945
2019-08-14	2019-08-14	1516	False	1482.9	1485.781461	1490.415887	1496.654545	1466.0	0.695652	60.542797	98.151179	6.311360	-11.538462	78525.765830	-1684540.0	1.365293	20.697845	23.0	1530.593407
2019-08-15	2019-08-15	1520	False	1492.8	1492.003013	1499.088023	1503.400000	1481.5	0.000000	62.284415	98.151703	6.966925	-8.461538	78569.265830	-1684453.0	1.320827	20.076571	12.0	1537.615385
2019-08-16	2019-08-16	1512	False	1499.4	1495.638829	1501.503256	1506.890909	1485.5	-0.650000	47.788225	91.296401	4.564315	-14.615385	78024.765830	-1686268.0	1.327454	20.071101	20.0	1539.340659
2019-08-19	2019-08-19	1500	False	1502.9	1496.431769	1501.391070	1507.000000	1494.5	-0.466667	28.637186	43.895216	2.389078	-23.846154	78011.099163	-1686473.0	1.332973	19.994594	19.0	1536.362637

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample